Period
to 19 August 2018

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in Manchester. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 19 August 2018 with a comparison to the same period over the previous 2 years.

Data Structures
North West > Manchester
6 months to
19 Aug 2018
Same period 2017 Same period 2016
Rank 212 180 243
Rank change year-on-year -32 +63 +14
Permanent jobs citing Data Structures 65 122 22
As % of all permanent IT jobs advertised in Manchester 0.89% 1.49% 0.31%
As % of the Miscellaneous category 2.45% 3.48% 0.73%
Number of salaries quoted 56 117 22
Manchester median annual salary £50,000 £55,000 £46,250
Median salary % change year-on-year -9.09% +18.92% +23.33%
10th Percentile £31,250 £26,250 £31,250
90th Percentile £72,500 £75,000 £75,000
North West median annual salary £47,500 £47,500 £42,500
% change year-on-year - +11.76% +11.84%

Data Structures is in the Generic IT Skills category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Manchester with a requirement for generic IT skills.

All Generic IT Skills
Manchester
Permanent vacancies with a requirement for generic IT skills 2,652 3,510 3,005
As % of all permanent IT jobs advertised in Manchester 36.44% 42.90% 42.52%
Number of salaries quoted 2,164 2,951 2,613
Manchester median annual salary £44,500 £42,500 £40,000
Median salary % change year-on-year +4.71% +6.25% -
10th Percentile £24,500 £24,750 £24,504
90th Percentile £68,750 £65,000 £62,500
North West median annual salary £45,000 £42,000 £40,000
% change year-on-year +7.14% +5.00% -

Data Structures
Job Vacancy Trend in Manchester

Job postings citing Data Structures as a percentage of all IT jobs advertised in Manchester.

Job vacancy trend for Data Structures in Manchester

Data Structures
Salary Trend in Manchester

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Structures in Manchester.

Salary trend for Data Structures in Manchester

Data Structures
Salary Histogram in Manchester

The salary distribution of IT jobs citing Data Structures in Manchester over the 6 months to 19 August 2018.

Salary histogram for Data Structures in Manchester

Data Structures
Job Locations in Manchester

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Structures within the Manchester region over the 6 months to 19 August 2018. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Salford - 3 £50,000 -
Bury 0 1 - -
Cheadle - 1 £32,500 -
Data Structures
North West

For the 6 months to 19 August 2018, IT jobs citing Data Structures also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Manchester region with a requirement for Data Structures.

1 44 (67.69%) SQL
2 41 (63.08%) Algorithms
3 26 (40.00%) OO
3 26 (40.00%) Test Automation
4 24 (36.92%) Problem-Solving
5 23 (35.38%) Java
6 21 (32.31%) NoSQL
6 21 (32.31%) Degree
6 21 (32.31%) Continuous Integration
6 21 (32.31%) Analytical Skills
7 20 (30.77%) Decision-Making
8 18 (27.69%) Python
9 17 (26.15%) Data Science
10 15 (23.08%) SQL Server
10 15 (23.08%) Computer Science
11 14 (21.54%) Data Analysis
11 14 (21.54%) Critical Thinking
12 13 (20.00%) Apache Spark
12 13 (20.00%) HDFS
12 13 (20.00%) HiveQL
12 13 (20.00%) Software Engineering
12 13 (20.00%) R
12 13 (20.00%) Predictive Modelling
12 13 (20.00%) Scala
12 13 (20.00%) Hadoop
12 13 (20.00%) Machine Learning
12 13 (20.00%) C#
12 13 (20.00%) Retail
13 12 (18.46%) Subversion
13 12 (18.46%) Mercurial

Data Structures
Co-occurring IT Skills in Manchester by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 13 (20.00%) Apache Spark
Applications
1 4 (6.15%) Microsoft Excel
2 3 (4.62%) Microsoft Office
Cloud Services
1 1 (1.54%) Amazon AWS
1 1 (1.54%) GitHub
Database & Business Intelligence
1 21 (32.31%) NoSQL
2 15 (23.08%) SQL Server
3 13 (20.00%) Hadoop
4 10 (15.38%) Relational Database
5 9 (13.85%) RDBMS
6 5 (7.69%) Data Warehouse
6 5 (7.69%) Power BI
6 5 (7.69%) SQL Server Analysis Services
6 5 (7.69%) SQL Server Integration Services
7 4 (6.15%) OLAP
7 4 (6.15%) SQL Server 2012
8 1 (1.54%) Crystal Reports
8 1 (1.54%) Enterprise Data Warehouse
8 1 (1.54%) MongoDB
8 1 (1.54%) SQL Server Reporting Services
Development Applications
1 12 (18.46%) Git (software)
1 12 (18.46%) Mercurial
1 12 (18.46%) Subversion
2 4 (6.15%) NUnit
2 4 (6.15%) Octopus Deploy
2 4 (6.15%) Visual Studio Team System
3 3 (4.62%) Gradle
3 3 (4.62%) Maven
4 2 (3.08%) Jenkins
4 2 (3.08%) JUnit
4 2 (3.08%) Travis CI
5 1 (1.54%) Atlassian Bamboo
5 1 (1.54%) Bitbucket
5 1 (1.54%) JIRA
5 1 (1.54%) ReSharper
5 1 (1.54%) SonarQube
5 1 (1.54%) Team Foundation Server
5 1 (1.54%) Visual Studio
General
1 13 (20.00%) Retail
2 8 (12.31%) Finance
3 2 (3.08%) Banking
4 1 (1.54%) Financial Institution
4 1 (1.54%) Legal
4 1 (1.54%) Retail Banking
Job Titles
1 13 (20.00%) Data Scientist
1 13 (20.00%) Java Engineer
1 13 (20.00%) Java Software Engineer
1 13 (20.00%) Software Engineer
2 12 (18.46%) Senior Java Engineer
2 12 (18.46%) Senior Java Software Engineer
2 12 (18.46%) Senior Software Engineer
3 10 (15.38%) DBA
4 9 (13.85%) Architect
5 8 (12.31%) C# Architect
5 8 (12.31%) Java Architect
5 8 (12.31%) Java Technical Architect
5 8 (12.31%) PHP Architect
5 8 (12.31%) PHP Technical Architect
5 8 (12.31%) Technical Architect
6 6 (9.23%) Analyst
7 5 (7.69%) Business Intelligence Analyst
7 5 (7.69%) Developer
8 4 (6.15%) Business Intelligence Developer
9 2 (3.08%) Technical Consultant
Libraries, Frameworks & Software Standards
1 8 (12.31%) REST
1 8 (12.31%) RESTful
2 3 (4.62%) MDX
3 1 (1.54%) .NET
3 1 (1.54%) ADO.NET
3 1 (1.54%) ASP.NET
3 1 (1.54%) ASP.NET Web API
3 1 (1.54%) Flask
3 1 (1.54%) Hibernate
3 1 (1.54%) LINQ
3 1 (1.54%) Middleware
3 1 (1.54%) NumPy
3 1 (1.54%) Pandas
3 1 (1.54%) SciPy
3 1 (1.54%) SQLAlchemy
3 1 (1.54%) WCF
3 1 (1.54%) Web Services
3 1 (1.54%) XML
3 1 (1.54%) XML Schema
3 1 (1.54%) XSLT
Miscellaneous
1 41 (63.08%) Algorithms
2 21 (32.31%) Analytical Skills
3 15 (23.08%) Computer Science
4 1 (1.54%) Clustering
4 1 (1.54%) Enterprise Software
4 1 (1.54%) Management Information System
4 1 (1.54%) Replication
4 1 (1.54%) Self-Motivation
4 1 (1.54%) Tandem
Processes & Methodologies
1 26 (40.00%) OO
1 26 (40.00%) Test Automation
2 24 (36.92%) Problem-Solving
3 21 (32.31%) Continuous Integration
4 20 (30.77%) Decision-Making
5 17 (26.15%) Data Science
6 14 (21.54%) Critical Thinking
6 14 (21.54%) Data Analysis
7 13 (20.00%) Machine Learning
7 13 (20.00%) Predictive Modelling
7 13 (20.00%) Software Engineering
8 10 (15.38%) Agile Software Development
8 10 (15.38%) High Availability
9 9 (13.85%) Analytical Thinking
9 9 (13.85%) Business Intelligence
9 9 (13.85%) Data Security
10 8 (12.31%) Presales
10 8 (12.31%) Risk Management
10 8 (12.31%) RUP
10 8 (12.31%) Scaled Agile Framework
Programming Languages
1 44 (67.69%) SQL
2 23 (35.38%) Java
3 18 (27.69%) Python
4 13 (20.00%) C#
4 13 (20.00%) HiveQL
4 13 (20.00%) R
4 13 (20.00%) Scala
5 8 (12.31%) PHP
6 4 (6.15%) PowerShell
7 3 (4.62%) T-SQL
8 2 (3.08%) Groovy
8 2 (3.08%) Ruby
9 1 (1.54%) Java 8
9 1 (1.54%) XPath
Qualifications
1 21 (32.31%) Degree
2 1 (1.54%) Computer Science Degree
Quality Assurance & Compliance
1 8 (12.31%) QA
2 1 (1.54%) Data Quality
System Software
1 13 (20.00%) HDFS
Vendors
1 9 (13.85%) Microsoft
2 6 (9.23%) Cognizant
3 4 (6.15%) Tableau
4 2 (3.08%) Informatica